multi-regime-analysis

This paper identifies a consistent three-regime structure in scientific machine learning models, showing that optimization effectiveness is regime-specific and can challenge conventional loss-landscape interpretations. It proposes a regime-aware diagnostic framework validated across PINNs, neural operators, and neural ODEs.